Researches solver-independent field representations and scientific machine learning for coupled MDO models.
Education
- PhD, Mechanical and Aerospace Engineering
UC San Diego · 2021–present - BS, Aerospace Engineering
University of Washington · 2020
Research connections
Related to Michael A. P. Warner
Methods
Applications
Papers
- Marius L. Ruh, Michael A. P. Warner, Luca Scotzniovsky, Andrew H. Fletcher, Mark Z. Sperry, John T. Hwang. System-Level, Large-Scale Multidisciplinary Design Optimization of an Air Taxi Concept. Journal of Aircraft, 2026.DOIPDF
@article{ruh2026system, author = {Marius L. Ruh and Michael A. P. Warner and Luca Scotzniovsky and Andrew H. Fletcher and Mark Z. Sperry and John T. Hwang}, title = {System-Level, Large-Scale Multidisciplinary Design Optimization of an Air Taxi Concept}, journal = {Journal of Aircraft}, year = {2026}, pages = {1-24}, doi = {10.2514/1.c038533}, url = {https://doi.org/10.2514/1.c038533}, note = {Metadata verification: Crossref DOI} } - Michael Warner, John T. Hwang. Reduced Jacobian Supervision for Data-Efficient Operator Learning in High-Dimensional Design Spaces. AIAA AVIATION 2026 Forum, 2026. Distribution Statement A: Approved for public release; distribution is unlimited. PA# AFRL-2026-2144DOIPDF
@inproceedings{warner2026reduced, author = {Michael Warner and John T. Hwang}, title = {Reduced Jacobian Supervision for Data-Efficient Operator Learning in High-Dimensional Design Spaces}, booktitle = {AIAA AVIATION 2026 Forum}, year = {2026}, doi = {10.2514/6.2026-4806}, url = {https://doi.org/10.2514/6.2026-4806}, note = {Metadata verification: Crossref title} } - Michael A. P. Warner, John T. Hwang. Structured Reduced-Basis Neural Operators for PDEs on Complex Geometries. ASME IDETC/CIE 2026 · DETC2026-194246, 2026. Distribution Statement A: Approved for public release; distribution is unlimited. PA# AFRL-2026-1143 Manuscript
- Marius L. Ruh, Michael Warner, John T. Hwang. Toward Large-Scale Multidisciplinary Design Optimization of Aircraft With CFD and Mixed-Fidelity System Models. AIAA SCITECH 2025 Forum, 2025.DOIPDF
@inproceedings{ruh2025toward, author = {Marius L. Ruh and Michael Warner and John T. Hwang}, title = {Toward Large-Scale Multidisciplinary Design Optimization of Aircraft With CFD and Mixed-Fidelity System Models}, booktitle = {AIAA SCITECH 2025 Forum}, year = {2025}, doi = {10.2514/6.2025-0371}, url = {https://doi.org/10.2514/6.2025-0371}, note = {Metadata verification: Crossref title} } - Sebastiaan P. van Schie, Marius L. Ruh, Andrew H. Fletcher, Michael Warner, Mark Sperry, Luca Scotzniovsky, Nicholas C. Orndorff, Ru Xiang, Jiayao Yan, Han Zhao, Joshua Krokowski, Jiun-Shyan Chen, Darshan Sarojini, Hyunjune Gill, Seongkyu Lee, Andrew C. Tagg, Ryan Anderson, Eric Green, Cibin Joseph, Andrew Ning, Zeyu Cheng, Zhi Cao, Chunting Mi, Alexandre T. Guibert, Ashley Cronk, Alicia A. Kim, Shirley Meng, Christopher Silva, John T. Hwang. Large-Scale Distributed Multidisciplinary Design Optimization of the NASA Lift-Plus-Cruise Air Taxi Concept. AIAA SCITECH 2025 Forum, 2025.DOIPDF
@inproceedings{vanschie2025large, author = {Sebastiaan P. van Schie and Marius L. Ruh and Andrew H. Fletcher and Michael Warner and Mark Sperry and Luca Scotzniovsky and Nicholas C. Orndorff and Ru Xiang and Jiayao Yan and Han Zhao and Joshua Krokowski and Jiun-Shyan Chen and Darshan Sarojini and Hyunjune Gill and Seongkyu Lee and Andrew C. Tagg and Ryan Anderson and Eric Green and Cibin Joseph and Andrew Ning and Zeyu Cheng and Zhi Cao and Chunting Mi and Alexandre T. Guibert and Ashley Cronk and Alicia A. Kim and Shirley Meng and Christopher Silva and John T. Hwang}, title = {Large-Scale Distributed Multidisciplinary Design Optimization of the NASA Lift-Plus-Cruise Air Taxi Concept}, booktitle = {AIAA SCITECH 2025 Forum}, year = {2025}, doi = {10.2514/6.2025-0362}, url = {https://doi.org/10.2514/6.2025-0362}, note = {Metadata verification: Crossref title} } - Bingran Wang, Michael Warner, Aoran Tian, Luca Scotzniovsky, John T. Hwang. A comparative study of uncertainty quantification methods in gust response analysis of a Lift-Plus-Cruise eVTOL aircraft wing. AIAA SCITECH 2025 Forum, 2025.DOIPDF
@inproceedings{wang2025comparative, author = {Bingran Wang and Michael Warner and Aoran Tian and Luca Scotzniovsky and John T. Hwang}, title = {A comparative study of uncertainty quantification methods in gust response analysis of a Lift-Plus-Cruise eVTOL aircraft wing}, booktitle = {AIAA SCITECH 2025 Forum}, year = {2025}, doi = {10.2514/6.2025-2819}, url = {https://doi.org/10.2514/6.2025-2819}, note = {Metadata verification: Crossref title} } - Marius L. Ruh, Andrew Fletcher, Darshan Sarojini, Mark Sperry, Jiayao Yan, Luca Scotzniovsky, Sebastiaan P. van Schie, Michael Warner, Nicholas C. Orndorff, Ru Xiang, Anugrah J. Joshy, Han Zhao, Joshua Krokowski, Hyunjune Gill, Seongkyu Lee, Zeyu Cheng, Zhi Cao, Chris Mi, Christopher Silva, Lauren Wolfe, Jiun-Shyan Chen, John T. Hwang. Large-scale multidisciplinary design optimization of a NASA air taxi concept using a comprehensive physics-based system model. AIAA SCITECH 2024 Forum, 2024.DOIPDF
@inproceedings{ruh2024large, author = {Marius L. Ruh and Andrew Fletcher and Darshan Sarojini and Mark Sperry and Jiayao Yan and Luca Scotzniovsky and Sebastiaan P. van Schie and Michael Warner and Nicholas C. Orndorff and Ru Xiang and Anugrah J. Joshy and Han Zhao and Joshua Krokowski and Hyunjune Gill and Seongkyu Lee and Zeyu Cheng and Zhi Cao and Chris Mi and Christopher Silva and Lauren Wolfe and Jiun-Shyan Chen and John T. Hwang}, title = {Large-scale multidisciplinary design optimization of a NASA air taxi concept using a comprehensive physics-based system model}, booktitle = {AIAA SCITECH 2024 Forum}, year = {2024}, doi = {10.2514/6.2024-0771}, url = {https://doi.org/10.2514/6.2024-0771}, note = {Metadata verification: Crossref DOI} } - Darshan Sarojini, Marius Ruh, Jiayao Yan, Luca Scotzniovsky, Nicholas C. Orndorff, Ru Xiang, Han Zhao, Joshua Krokowski, Michael Warner, Sebastiaan van Schie, Ashley Cronk, Alexandre T. Guibert, Jeffrey T. Chambers, Lauren Wolfe, Rachel Doring, Robin Despins, Cibin Joseph, Ryan Anderson, Andrew Ning, Hyunjune Gill, Seongkyu Lee, Zeyu Cheng, Zhi Cao, Chris Mi, Ying Shirley Meng, Christopher Silva, Jiun-Shyan Chen, Alicia A. Kim, John T. Hwang. Review of Computational Models for Large-Scale MDAO of Urban Air Mobility Concepts. AIAA SCITECH 2024 Forum, 2024.DOIPDF
@inproceedings{sarojini2024review, author = {Darshan Sarojini and Marius Ruh and Jiayao Yan and Luca Scotzniovsky and Nicholas C. Orndorff and Ru Xiang and Han Zhao and Joshua Krokowski and Michael Warner and Sebastiaan van Schie and Ashley Cronk and Alexandre T. Guibert and Jeffrey T. Chambers and Lauren Wolfe and Rachel Doring and Robin Despins and Cibin Joseph and Ryan Anderson and Andrew Ning and Hyunjune Gill and Seongkyu Lee and Zeyu Cheng and Zhi Cao and Chris Mi and Ying Shirley Meng and Christopher Silva and Jiun-Shyan Chen and Alicia A. Kim and John T. Hwang}, title = {Review of Computational Models for Large-Scale MDAO of Urban Air Mobility Concepts}, booktitle = {AIAA SCITECH 2024 Forum}, year = {2024}, doi = {10.2514/6.2024-0377}, url = {https://doi.org/10.2514/6.2024-0377}, note = {Metadata verification: Crossref DOI} } - Sebastiaan P. van Schie, Michael Warner, Andrew Fletcher, John T. Hwang. Enforcing Work Conservation in Modular Aeroelastic Coupling For Multidisciplinary Design Optimization. AIAA SCITECH 2024 Forum, 2024.DOIPDF
@inproceedings{vanschie2024enforcing, author = {Sebastiaan P. van Schie and Michael Warner and Andrew Fletcher and John T. Hwang}, title = {Enforcing Work Conservation in Modular Aeroelastic Coupling For Multidisciplinary Design Optimization}, booktitle = {AIAA SCITECH 2024 Forum}, year = {2024}, doi = {10.2514/6.2024-2411}, url = {https://doi.org/10.2514/6.2024-2411}, note = {Metadata verification: Crossref DOI} } - Michael Warner, Andrew Fletcher, Sebastiaan P. van Schie, John T. Hwang. A Method for Modular MDO Model Assembly via a Solver Independent Field Representation. AIAA SCITECH 2024 Forum, 2024.DOIPDF
@inproceedings{warner2024method, author = {Michael Warner and Andrew Fletcher and Sebastiaan P. van Schie and John T. Hwang}, title = {A Method for Modular MDO Model Assembly via a Solver Independent Field Representation}, booktitle = {AIAA SCITECH 2024 Forum}, year = {2024}, doi = {10.2514/6.2024-1802}, url = {https://doi.org/10.2514/6.2024-1802}, note = {Metadata verification: Crossref DOI} }